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    <title>topic Re: Raster based monte carlo in ArcGIS Spatial Analyst Questions</title>
    <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620796#M9034</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;yes... I would carry out the simulation in numpy/python etc and bring the results into arcmap/Pro when needed&lt;/P&gt;&lt;P&gt;The first page here&amp;nbsp;&lt;A href="https://www.google.ca/search?q=numpy+monte+carlo&amp;amp;ie=&amp;amp;oe"&gt;https://www.google.ca/search?q=numpy+monte+carlo&amp;amp;ie=&amp;amp;oe&lt;/A&gt;=&lt;/P&gt;&lt;P&gt;provides many links/videos on how to carry this out&lt;/P&gt;&lt;P&gt;plus searchs using Scipy include many references as well and scipy can be used within arcmap&lt;/P&gt;&lt;P&gt;&lt;A href="https://conference.scipy.org/scipy2014/schedule/presentation/1699/"&gt;https://conference.scipy.org/scipy2014/schedule/presentation/1699/&lt;/A&gt;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Wed, 13 Dec 2017 20:56:03 GMT</pubDate>
    <dc:creator>DanPatterson_Retired</dc:creator>
    <dc:date>2017-12-13T20:56:03Z</dc:date>
    <item>
      <title>Raster based monte carlo</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620795#M9033</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hello,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I am adding four different grids: RasterA + RasterB + RasterC + RasterD; and am interested in expressing uncertainty in the results based on uncertainties in each of the input grids.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;All grids are in the same units and all values are positive in the range of zero to about 200.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;The values in each grid have different ranges of uncertainty, such as:&lt;/P&gt;&lt;P&gt;+/- 6 for RasterA&lt;/P&gt;&lt;P&gt;+/- 10 for RasterB&lt;/P&gt;&lt;P&gt;+/- 12 for RasterC&lt;/P&gt;&lt;P&gt;+/- 5 for RasterD&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I would like to run a monte carlo style analysis whereby the grids are added to together multiple times (e.g. n = 1000) based on values for each grid cell that are randomly selected from within the uncertainty range around each input grid cell value.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Does anyone have suggestions for how to carry this out or know of any available tools/code?&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thanks in advance.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 13 Dec 2017 20:37:52 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620795#M9033</guid>
      <dc:creator>ToddMcDonnell</dc:creator>
      <dc:date>2017-12-13T20:37:52Z</dc:date>
    </item>
    <item>
      <title>Re: Raster based monte carlo</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620796#M9034</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;yes... I would carry out the simulation in numpy/python etc and bring the results into arcmap/Pro when needed&lt;/P&gt;&lt;P&gt;The first page here&amp;nbsp;&lt;A href="https://www.google.ca/search?q=numpy+monte+carlo&amp;amp;ie=&amp;amp;oe"&gt;https://www.google.ca/search?q=numpy+monte+carlo&amp;amp;ie=&amp;amp;oe&lt;/A&gt;=&lt;/P&gt;&lt;P&gt;provides many links/videos on how to carry this out&lt;/P&gt;&lt;P&gt;plus searchs using Scipy include many references as well and scipy can be used within arcmap&lt;/P&gt;&lt;P&gt;&lt;A href="https://conference.scipy.org/scipy2014/schedule/presentation/1699/"&gt;https://conference.scipy.org/scipy2014/schedule/presentation/1699/&lt;/A&gt;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 13 Dec 2017 20:56:03 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620796#M9034</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2017-12-13T20:56:03Z</dc:date>
    </item>
    <item>
      <title>Re: Raster based monte carlo</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620797#M9035</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Thanks for the suggestion to develop with numpy/python/scipy.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I am up for developing a custom tool, but if anyone else may know of an available generic tool, I would be glad to know.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 13 Dec 2017 21:47:42 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620797#M9035</guid>
      <dc:creator>ToddMcDonnell</dc:creator>
      <dc:date>2017-12-13T21:47:42Z</dc:date>
    </item>
    <item>
      <title>Re: Raster based monte carlo</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620798#M9036</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;well if you are adept at the coding domain or know someone that is, GitHub is full of such things... perhaps one of the pre-made meals might work&lt;/P&gt;&lt;P&gt;&lt;A href="https://www.google.ca/search?q=github+monte+carlo+python&amp;amp;ie=&amp;amp;oe"&gt;https://www.google.ca/search?q=github+monte+carlo+python&amp;amp;ie=&amp;amp;oe&lt;/A&gt;=&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 13 Dec 2017 21:54:31 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620798#M9036</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2017-12-13T21:54:31Z</dc:date>
    </item>
    <item>
      <title>Re: Raster based monte carlo</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620799#M9037</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Thanks&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 13 Dec 2017 22:07:40 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620799#M9037</guid>
      <dc:creator>ToddMcDonnell</dc:creator>
      <dc:date>2017-12-13T22:07:40Z</dc:date>
    </item>
    <item>
      <title>Re: Raster based monte carlo</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620800#M9038</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P style="margin-bottom: .0001pt;"&gt;&lt;SPAN style="font-size: 12.0pt;"&gt;I would also be interested in additional solutions/suggestions that may be available for carrying out such an analysis.&lt;/SPAN&gt;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 14 Dec 2017 16:02:28 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/raster-based-monte-carlo/m-p/620800#M9038</guid>
      <dc:creator>ToddMcDonnell</dc:creator>
      <dc:date>2017-12-14T16:02:28Z</dc:date>
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